BDS ANALYTICS

Author

Joseph H

1 Intoduction

This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.

2 About me

Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.

3 About the project

3.1 How this project comes to life?

First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.

The tools I used are: Python, Polars, and DuckDB

3.2 The process

The process was done in my local machine, and it was as followed.

Alt text

4 General graphs

4.1 market research indestry’s yearly new recruit count

4.2 bds analytics’s workforce status over the years

5 Workforce sample

5.1 Aaron Fell

Job title: Director of retail services
Associated: True
Socials: https://linkedin.com/in/aaronfell

5.1.1 Aaron Fell’s working period at bds analytics

5.1.2 Gantt plot of Aaron Fell’s experience

5.2 Allison Pugina

Job title: Senior account manager
Associated: True
Socials: https://linkedin.com/in/allison-pugina-85b5332

5.2.1 Allison Pugina’s working period at bds analytics

5.2.2 Gantt plot of Allison Pugina’s experience

5.3 Andy Idema

Job title: Software architect and lead developer
Associated: True
Socials: https://linkedin.com/in/andyidema | https://facebook.com/andy.idema | https://github.com/id3ma | https://linkedin.com/in/andy-idema-b64579 | https://twitter.com/id3ma

5.3.1 Andy Idema’s working period at bds analytics

5.3.2 Gantt plot of Andy Idema’s experience

5.4 Ashley Grace

Job title: Board member
Associated: False
Socials: https://linkedin.com/in/ashleygrace | https://twitter.com/agaga | https://linkedin.com/in/ashley-grace-9b99163

5.4.1 Ashley Grace’s working period at bds analytics

5.4.2 Gantt plot of Ashley Grace’s experience

5.5 Betel Tesfaye

Job title: Business development, los angeles and nevada
Associated: True
Socials: https://linkedin.com/in/betel-tesfaye-3460934a

5.5.1 Betel Tesfaye’s working period at bds analytics

5.5.2 Gantt plot of Betel Tesfaye’s experience

5.6 Beth Johnson

Job title: Director - emerging markets
Associated: False
Socials: https://linkedin.com/in/beth-johnson-819a741 | https://facebook.com/beth.johnson.9440

5.6.1 Beth Johnson’s working period at bds analytics

5.6.2 Gantt plot of Beth Johnson’s experience

5.7 Bianka Dorova

Job title: Big data analytics freelancer
Associated: True
Socials: https://linkedin.com/in/bianka-dorová-16796563 | https://linkedin.com/in/bianka-dorova-16796563

5.7.1 Bianka Dorova’s working period at bds analytics

5.7.2 Gantt plot of Bianka Dorova’s experience

5.8 Brian Furlong

Job title: Production specialist
Associated: True
Socials: https://linkedin.com/in/brian-furlong-denver | https://linkedin.com/in/brian-furlong-a2194021

5.8.1 Brian Furlong’s working period at bds analytics

5.8.2 Gantt plot of Brian Furlong’s experience

5.9 Chris Lohman

Job title: Head of marketing
Associated: True
Socials: https://twitter.com/huskylohman | https://facebook.com/huskylohman | https://foursquare.com/user/195516 | https://vimeo.com/user/6563366 | https://klout.com/huskylohman | https://linkedin.com/in/chris-lohman-b736a47 | https://linkedin.com/in/chrisdlohman

5.9.1 Chris Lohman’s working period at bds analytics

5.9.2 Gantt plot of Chris Lohman’s experience

5.10 Claire Kaufmann

Job title: Northwest regional director - retail and brand client account director - cannabis market analyst
Associated: False
Socials: https://facebook.com/claire.kaufmann | https://angel.co/claire-kaufmann | https://linkedin.com/in/claire-kaufmann-4b66771 | https://twitter.com/indigopioneer

5.10.1 Claire Kaufmann’s working period at bds analytics

5.10.2 Gantt plot of Claire Kaufmann’s experience

5.11 Cristian Mendoza

Job title: Machine learning engineer
Associated: True
Socials: https://facebook.com/cristian.r.mendoza | https://linkedin.com/in/cristian-mendoza-3a42a2196 | https://linkedin.com/in/mathandlove

5.11.1 Cristian Mendoza’s working period at bds analytics

5.11.2 Gantt plot of Cristian Mendoza’s experience

5.12 Elisabeth Stahura

Job title: Vice president, co-founder
Associated: True
Socials: https://linkedin.com/in/elisabethstahura | https://linkedin.com/in/elisabeth-stahura-8594556

5.12.1 Elisabeth Stahura’s working period at bds analytics

5.12.2 Gantt plot of Elisabeth Stahura’s experience

5.13 Elise Grosso

Job title: Account specialist
Associated: False
Socials: https://linkedin.com/in/geliser

5.13.1 Elise Grosso’s working period at bds analytics

5.13.2 Gantt plot of Elise Grosso’s experience

5.14 Emily Sanchez

Job title: Product manager, consumer insights
Associated: True
Socials: https://linkedin.com/in/emily-sanchez-96450220 | https://linkedin.com/in/emily-warren-sanchez-96450220

5.14.1 Emily Sanchez’s working period at bds analytics

5.14.2 Gantt plot of Emily Sanchez’s experience

5.15 Greg Shoenfeld

Job title: Vice president operations and head of analytics
Associated: True
Socials: https://twitter.com/leisuregreg | https://linkedin.com/in/greg-shoenfeld | https://linkedin.com/in/greg-shoenfeld-4812a46 | https://facebook.com/greg.shoenfeld

5.15.1 Greg Shoenfeld’s working period at bds analytics

5.15.2 Gantt plot of Greg Shoenfeld’s experience

5.16 Jessica Jones

Job title: Product specialist
Associated: True
Socials: https://linkedin.com/in/jessicajones1442 | https://linkedin.com/in/jessica-jones-a2372646 | https://facebook.com/jessjones1442

5.16.1 Jessica Jones’s working period at bds analytics

5.16.2 Gantt plot of Jessica Jones’s experience

5.17 Jessica Lukas

Job title: Vice president, consumer insights
Associated: False
Socials: https://linkedin.com/in/jessica-lukas-69729811

5.17.1 Jessica Lukas’s working period at bds analytics

5.17.2 Gantt plot of Jessica Lukas’s experience

5.18 John Espelien

Job title: Director of it
Associated: True
Socials: https://facebook.com/100009713172069 | https://linkedin.com/in/john-espelien-5a2a344b

5.18.1 John Espelien’s working period at bds analytics

5.18.2 Gantt plot of John Espelien’s experience

5.19 John Oakley

Job title: Research analyst
Associated: True
Socials: https://facebook.com/john.oakley.7965 | https://linkedin.com/in/john-oakley-22042010a

5.19.1 John Oakley’s working period at bds analytics

5.19.2 Gantt plot of John Oakley’s experience

5.20 Kelly Peters

Job title: Vice president business development
Associated: True
Socials: https://facebook.com/kapeters3 | https://linkedin.com/in/kellypeters

5.20.1 Kelly Peters’s working period at bds analytics

5.20.2 Gantt plot of Kelly Peters’s experience

5.21 Kevin Tear

Job title: Production specialist
Associated: True
Socials: https://linkedin.com/in/kevin-tear-1aa2b634

5.21.1 Kevin Tear’s working period at bds analytics

5.21.2 Gantt plot of Kevin Tear’s experience

5.22 Kirk Dudley

Job title: Senior data architect at bds analytics
Associated: True
Socials: https://linkedin.com/in/kirk-dudley-7755204 | https://linkedin.com/in/kirkdudley | https://facebook.com/100000476718295

5.22.1 Kirk Dudley’s working period at bds analytics

5.22.2 Gantt plot of Kirk Dudley’s experience

5.23 Lily Kachhap

Job title: Student
Associated: True
Socials: https://linkedin.com/in/lily-rose-kachhap-59496517a

5.23.1 Lily Kachhap’s working period at bds analytics

5.23.2 Gantt plot of Lily Kachhap’s experience

5.24 Linda Gilbert

Job title: Managing director, consumer insights
Associated: False
Socials: https://linkedin.com/in/linda-gilbert-b63185b

5.24.1 Linda Gilbert’s working period at bds analytics

5.24.2 Gantt plot of Linda Gilbert’s experience

5.25 Margot Heinecke

Job title: Client development manager
Associated: True
Socials: https://facebook.com/bearheine | https://linkedin.com/in/margot-heinecke-b2b5894

5.25.1 Margot Heinecke’s working period at bds analytics

5.25.2 Gantt plot of Margot Heinecke’s experience

5.26 Mark Nottoli

Job title: Investor and board observer
Associated: True
Socials: https://linkedin.com/in/mark-nottoli-8b22133 | https://linkedin.com/in/marknottoli

5.26.1 Mark Nottoli’s working period at bds analytics

5.26.2 Gantt plot of Mark Nottoli’s experience

5.27 Michael Arrington

Job title: Senior analyst, director and editorial
Associated: True
Socials: https://linkedin.com/in/michael-arrington-07ab1115

5.27.1 Michael Arrington’s working period at bds analytics

5.27.2 Gantt plot of Michael Arrington’s experience

5.28 Nathan Searcy

Job title: Production support analyst
Associated: False
Socials: https://linkedin.com/in/nathansearcy

5.28.1 Nathan Searcy’s working period at bds analytics

5.28.2 Gantt plot of Nathan Searcy’s experience

5.29 Nikki Desiderio

Job title: Lead production specialist
Associated: False
Socials: https://linkedin.com/in/nikki-desiderio-74429670 | https://linkedin.com/in/nikkidesiderio

5.29.1 Nikki Desiderio’s working period at bds analytics

5.29.2 Gantt plot of Nikki Desiderio’s experience

5.30 Peter George

Job title: Senior analyst, data analytics
Associated: True
Socials: https://linkedin.com/in/peter-george | https://linkedin.com/in/peter-george-15523b18 | https://facebook.com/9020281

5.30.1 Peter George’s working period at bds analytics

5.30.2 Gantt plot of Peter George’s experience

5.31 Roy Bingham

Job title: Co-founder and chief executive officer
Associated: True
Socials: https://linkedin.com/in/roy-bingham-08b296 | https://facebook.com/roy.bingham.90 | https://linkedin.com/in/roybingham | https://twitter.com/roybingham

5.31.1 Roy Bingham’s working period at bds analytics

5.31.2 Gantt plot of Roy Bingham’s experience

5.32 Sagar Bandal

Job title: Student
Associated: True
Socials: https://linkedin.com/in/sagar-bandal-93574619a

5.32.1 Sagar Bandal’s working period at bds analytics

5.32.2 Gantt plot of Sagar Bandal’s experience

5.33 Tamar Maritz

Job title: Vp, business development
Associated: True
Socials: https://twitter.com/tamarmaritz | https://linkedin.com/in/tamarmaritz

5.33.1 Tamar Maritz’s working period at bds analytics

5.33.2 Gantt plot of Tamar Maritz’s experience

5.34 Tom Jones

Job title: Director of analytics
Associated: False
Socials: https://linkedin.com/in/tom-jones-51a08632

5.34.1 Tom Jones’s working period at bds analytics

5.34.2 Gantt plot of Tom Jones’s experience

5.35 Tyler Stellern

Job title: Vice president finance
Associated: False
Socials: https://linkedin.com/in/tyler-stellern-2738918